LASSO (Least Absolute Shrinkage and Selection Operator) is a machine learning method that can aid in improving prediction and forecast accuracy.
The LASSO algorithm is used to carry out regression analysis while automatically selecting the most important features or variables to use. This ensures that the model is not unnecessarily complicated by the use of irrelevant features and that the chosen variables have a higher impact on the target variable, resulting in more accurate predictions and forecasts.To understand how LASSO works and how it can improve prediction and forecast accuracy, it is necessary to understand the concept of regularization. Regularization is a method of minimizing overfitting by adding a penalty term to the objective function of a regression model. The penalty term is determined by a regularization parameter, lambda, which controls the strength of the regularization. In the case of LASSO, the penalty term is the sum of the absolute values of the coefficients of the features being used. This ensures that the model selects only the most important features, as features with small coefficients will be ignored.Regularization can help improve prediction and forecast accuracy in several ways:Prevent overfitting: Regularization can help prevent overfitting, which occurs when a model is too complex and is trained to fit the training data too closely. Overfitting can lead to poor generalization performance and poor predictions or forecasts, as the model is too specific to the training data and does not generalize well to new data.Select important features: Regularization can help select the most important features, which can improve the accuracy of predictions or forecasts by reducing the noise in the data and focusing on the most relevant features.Reduce variance: Regularization can help reduce the variance of the model, which can improve the accuracy of predictions or forecasts by making the model less sensitive to small changes in the training data.Thus, LASSO can help improve prediction and forecast accuracy by automatically selecting the most important features, preventing overfitting, reducing noise in the data, and reducing variance.
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A force measuring instrument comes with a certificate of calibration that identifies two instrument errors and assigns each an uncertainty at 95% confidence over its range. Provide an estimate of the instrument design-stage uncertainty.
Resolution: 0.25 N
Range: 0 to 100 N
Linearity error: within 0.20 N over range
Hysteresis error: within 0.30 N over range
Answer:
\(U=\pm 0.382N\)
Explanation:
From the question we are told that:
Resolution: 0.25 N
Range: 0 to 100 N
Linearity error: within 0.20 N over range
Hysteresis error: within 0.30 N over range
Generally the equation for Stage Uncertainty is mathematically given by
\(U=\sqrt{u_0^2+u_T^2}\)
Where
\(u_0=Zero\ order\ uncertainty\)
\(u_0=\pm 0.5*0.25\)
\(u_0=\pm=0.125\)
And
u_T=Total instrumental Uncertainty
\(u_T=\sqrt{l_e^2+h_e^2}\)
Where
l_e=Error of linearity
h_e=Error due to hysteresis
Hence
\(u_T=\sqrt{0.20^2+0.30^2}\)
\(u_T=\pm 0.36\)
Therefore
\(U=\sqrt{(0.125)^2+0.36^2}\)
\(U=\pm 0.382N\)
Military glorification through mosaics, relief carvings and triumphant arches are often associated with?
Military glorification through mosaics, relief carvings and triumphant arches are often associated with roman architectural monument and is the correct choice.
What is a Monument?This can be defined as a structure which is usually large and is used to commemorate the history of an influential person. This helps to serve as an example and also a reminder as to why the performance of good deeds are important
The use of military glorification through mosaics, relief carvings and triumphant arches were also often used by the Romans in other to commemorate war victories and the succession of a new ruler which is known as the emperor.
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what is a reasonable estimate of the capacity of a cereal bowl
A cereal bowl is an important item of tableware that is used for serving breakfast cereal. This is usually served with milk or yogurt and often includes toppings such as fresh fruit, nuts, and sweeteners.
The capacity of a cereal bowl varies depending on its size and shape. A typical cereal bowl has a capacity of between 350 ml and 450 ml. This is large enough to hold a serving of cereal with milk and toppings. A smaller cereal bowl with a capacity of around 250 ml is also available. These bowls are often used for children's portions or for people who prefer a smaller serving size. When measuring the capacity of a cereal bowl, it is important to take into account its shape. A shallow, wide bowl will have a larger capacity than a tall, narrow bowl of the same volume. In conclusion, a reasonable estimate of the capacity of a cereal bowl is between 250 ml and 450 ml. The size of the bowl will depend on personal preference and serving size. When measuring the capacity of a cereal bowl, it is important to consider its shape.
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what is the fatigue ratio? if the tensile strength sts of an alloy is 900 mpa, what, roughly, would you expect its endurance limit se to be?
The Endurance limit or Fatigue limit of a metal alloy is 360 mpa.
What is Fatigue Ratio?
The ratio between tensile strength and fatigue strength or fatigue limit Numerous materials can have their fatigue qualities estimated using data from tension testing using the fatigue ratio.
What is the Fatigue limit?
The stress level below which an unlimited number of loading cycles can be given to a material without inducing fatigue failure is known as the fatigue limit or endurance limit.
Given:
Tensile strength of an alloy = 900mpa
The ratio of minimum to maximal fatigue stress is called fatigue stress or R, \(R=\frac{σmin}{σmax }\).
There are a certain number of load cycles per second or stress frequency f. With each stress parameter, a material's vulnerability to fatigue damage and failure grows.
Therefore, the endurance limit is 360 mpa.
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what is the division of demand
Exercise 2.8.7: tostring for flowers
5 points
let's go!
complete the tostring method to the flower class. remember that the format for a tostring method is:
public string tostring()
the tostring method should be formatted so that the following code
flower foxglove = new flower("foxglove", "red", "digitalis", "obscura");
system.out.println(foxglove);
prints out
red foxglove (digitalis obscura)
We use the tostring method on the string object to specify in detail the elements of an output.
Why we use tostring method?When we print the object of a string class without formatting it, the output will be distorted. However, if we use the tostring method we can fix the problem and present readable output. Here is an example:
Java codeimport java. io.*;
public class Main{
public static void main(String args[]) throws IOException {
BufferedReader bufEntrada = new BufferedReader(new InputStreamReader(System. in));
Flower foxglove = new Flower("foxglove", "red", "digitalis", "obscura");
System.out.println("imprimo: "+foxglove);
}
}
// clase Flowerclass Flower {
String name;
String color;
String genus;
String species;
//Constructor FlowerFlower (String theName, String theColor, String theGenus, String theSpecies) {
name=theName;
color=theColor;
genus=theGenus;
species=theSpecies;
}
//Returning values formatted by tostring methodpublic String toString() {
return color +" "+ name+" ("+genus+ " "+species+")" ;
}
}
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The solid rod BC has a diameter of 30 mm and is made of an aluminum for which the allowable shearing stress is 25 MPa. Rod AB is hollow and has an outer diameter of 25 mm; it is made of a brass for which the allowable shearing stress is 50 MPa. Determine (a) the largest inner diameter of rod AB for which the factor of safety is the same for each rod, (b) the largest torque that can be applied at A.
Answer:
The solid rod BC has a diameter of 30 mm and is made of an aluminum for which the allowable shearing stress is 25 MPa. Rod AB is hollow and has an outer diameter of 25 mm; it is made of a brass for which the allowable shearing stress is 50 MPa.
Need help with Part 1 – Additional Operations I MATLAB question
gove it to me. I'll do my best
(a) (6 points) Find the integer a in {0, 1,..., 26} such that a = -15 (mod 27). Explain. (b) (6 points) Which positive integers less than 12 are relatively prime to 12?
a. a = 12 is the solution to the given congruence relation. b. the positive integers less than 12 that are relatively prime to 12 are 1, 5, 7, and 11.
(a) The main answer: The integer a that satisfies a ≡ -15 (mod 27) is 12.
To find the value of a, we need to consider the congruence relation a ≡ -15 (mod 27). This means that a and -15 have the same remainder when divided by 27.
To determine the value of a, we can add multiples of 27 to -15 until we find a number that falls within the range of {0, 1,..., 26}. By adding 27 to -15, we get 12. Therefore, a = 12 is the solution to the given congruence relation.
(b) The main answer: The positive integers less than 12 that are relatively prime to 12 are 1, 5, 7, and 11.
Supporting explanation: Two integers are relatively prime if their greatest common divisor (GCD) is 1. In this case, we are looking for positive integers that have no common factors with 12 other than 1.
To determine which numbers satisfy this condition, we can examine each positive integer less than 12 and calculate its GCD with 12.
For 1, the GCD(1, 12) = 1, which means it is relatively prime to 12.
For 2, the GCD(2, 12) = 2, so it is not relatively prime to 12.
For 3, the GCD(3, 12) = 3, so it is not relatively prime to 12.
For 4, the GCD(4, 12) = 4, so it is not relatively prime to 12.
For 5, the GCD(5, 12) = 1, which means it is relatively prime to 12.
For 6, the GCD(6, 12) = 6, so it is not relatively prime to 12.
For 7, the GCD(7, 12) = 1, which means it is relatively prime to 12.
For 8, the GCD(8, 12) = 4, so it is not relatively prime to 12.
For 9, the GCD(9, 12) = 3, so it is not relatively prime to 12.
For 10, the GCD(10, 12) = 2, so it is not relatively prime to 12.
For 11, the GCD(11, 12) = 1, which means it is relatively prime to 12.
Therefore, the positive integers less than 12 that are relatively prime to 12 are 1, 5, 7, and 11.
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what could an oily dust spot on a condenser or evaporator coil indicate?A. a defective fan motor.
B. noncondensables in the system.
C. the presence of acid.
D. a refrigerant leak.
An oily dust spot on a condenser or evaporator coil can be an indication of non-condensables in the system.
What takes place if non-Condensables are still present in the system?High head pressure and condensing temperature will arise from the system's non-condensables. High side pressure fluctuations may also be brought on by them. Higher compression ratios ultimately have a negative impact on cooling capacity and efficiency.
How do non-condensables in the system manifest themselves?It is challenging to pinpoint the source of this issue in a system with non-condensables since it will have poor cooling and excessive humidity levels while appearing to be in regular operation. Suspect the presence of non-condensables if a system exhibits subcooling, superheat, and system pressures/temperatures that simply don't make sense.
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a load of 12tonnes is put along a horizontal plane by a force at 30°to and above the flat. if the coefficient of sliding friction is 0.2 find the frictional force
Answer:
20368.917N
Explanation:
Frictional force (F) is the product of the Coefficient of friction and the normal reaction.
F = μN
Coefficient of friction, μ = 0.2
Normal reaction = MgCosθ
Mass, m = 12 tonnes = 12 * 1000 = 12000 kg
N = 12000 * 9.8 * cos30
N = 101844.58
F = 0.2 * 101844.58
F = 20368.917N
12. Some engine blocks are made of _______, but its high cost prohibits use in average-priced vehicles. A. cast iron B. aluminum C. magnesium alloy D. hydrocarbon
The vast majority of automotive engines are of the rotary type rather than the less common piston type, because they have a longer life and produce fewer emissions. Group of answer choices True False
Answer:
False
Explanation:
Vast majority of automotive engine are mostly of the piston type, and not the rotary type engine that has long gone obsolete. The piston type engine has a longer life when compared to the rotary engine, and emission is less. The emission from the rotary engine was exacerbated by the fact that the lubricant was added with the fuel directly into the engine, whereas the piston type engine has a and separate channel for fuel and lubricant.
Select a movement with which you are familiar and list at least five questions that you, as a movement analyst, might ask the performer of the movement to gain additional knowledge about a performance
A movement that I am familiar is a religious movement known as Heavenly conscious movement and the things i want them to gain additional knowledge about a performance on:
The right way to live.The right way to pray.Becoming closer in our walk with God.Becoming closer in our work with God.Helping others to see the light.What in history is a movement?A movement is known to be one that make use of planning as well as unpredictability. The movement is one that is given identity, leadership, as well as coordination by one or more organizations.
Therefore, A movement that I am familiar is a religious movement known as Heavenly conscious movement and the things i want them to gain additional knowledge about a performance on:
The right way to live.The right way to pray.Becoming closer in our walk with God.Becoming closer in our work with God.Helping others to see the light.Learn more about religious movements from
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thermal energy measured by?
Answer:
Thermal energy is measured using a thermometer denominated in Fahrenheit, Celsius and Kelvin
Hey guys can anyone list chemical engineering advancement that has been discovered within the past 20 years
The steel bracket is used to connect the ends of two cables. if the allowable normal stress for the steel is sallow = 30 ksi, determine the largest tensile force p that can be applied to the cables. assume the bracket is a rod having a diameter of 1.5 in.
The largest tensile force that can be applied to the cables given a rod with diameter 1.5 is 2013.15lb
The static equilibrium is given as:
F = P (Normal force)
Formula for moment at section
M = P(4 + 1.5/2)
= 4.75p
Solve for the cross sectional area
Area = \(\frac{\pi d^{2} }{4}\)
d = 1.5
\(\frac{\pi *1.5^{2} }{4}\)
= 1.767 inches²
Solve for inertia
\(\frac{\pi *0.75^4}{4}\)
= 0.2485inches⁴
Solve for the tensile force from here
\(\frac{F}{A} +\frac{Mc}{I}\)
30x10³ = \(\frac{P}{1.767} +\frac{4.75p*0.75}{0.2485} \\\\\)
30000 = 14.902 p
divide through by 14.902
2013.15 = P
The largest tensile force that can be applied to the cables given a rod with diameter 1.5 is 2013.15lb
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Explain why a hydraulic system would fail to be the best choice in the following scenario.
Henry is an engineer at Verizon. He is developing a tool that can burrow underground and shoot wires up to 50 feet along the yards of individual
houses. The tool needs to create the least amount of ground disturbance possible. He has decided to design a device that uses a hydraulic power
system
Answer:
The correct answer is that a hydraulic power system is used for large amounts of force.
Explanation:
A pneumatic power system would be much more effective at focusing on a specific area. One person would be able to hold a pneumatic system, as the design can be made small. It can even be designed with a simple on/off switch.
The hydraulic system would fail because hydraulic power system is used for large amounts of force.
What is the hydraulic system?Energy or signals are transported through the static or dynamic forces of liquids in hydraulic power transmission systems. These fluid power systems are a subset of them. The two types of fluid power are hydraulics and pneumatics. The valves aid in controlling the liquid's flow and relieving pressure when necessary.
Pumps are used in hydraulic systems to force hydraulic fluid through the system and generate fluid power. The fluid flows to the cylinder, where the hydraulic energy is converted back into mechanical energy, after passing through the valves.
Therefore, Due to the hydraulic system's need for high levels of force, it would malfunction.
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A ___________ is defined as a change in shape of the part between the damaged and undamaged area hat is smooth and continuous . When the part is straightened, it is returned to proper shape and state without any areas of permanent deformation.
A bend is defined as a change in the shape of the part between the damaged and undamaged area that is smooth and continuous.
What is a kink?
A kink can be defined as a sharp bend with a small radius over a short distance.
So when any part is kinked it must be replaced without any doubt. A part is kinked if it just doesn't work on the repair.
What is a bend?
Unlike a kink, a bend can be restored. That is after a bend also a part can be bought back to its original position.
When the part is straightened, it is returned to proper shape and state without any areas of permanent deformation.
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How does switching to sport mode using the drive mode selector switch in 2023 z’s equipped with automatic transmission change the performance of the vehicle?.
Explanation:
Why do calculations of recombination frequencies between loci that are far apart on chromosomes underestimate the true genetic distance between the loci?.
Switching to sport mode using the drive mode selector switch in 2023 z’s equipped with automatic transmission change the performance of the vehicle to make it fully automatic and driverless car.
What is automatic transmission?In a vehicle, a system which changes gears at various speeds without direct control by the driver.
For the US market, the 2023 Nissan Z is offered in Sport and Performance grades. This will have a 6-speed manual or new 9-speed automatic transmission.
Thus, Switching is easy to sport mode using the drive mode selector switch.
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A mass-spring-system has the following parameters. Stiffness K = 800 N/m Mass M = 3 kg Damping Coefficient k = 20 Ns/m Calculate the time constant, critical damping coefficient and the damping ratio. Derive the equation for the force required when the piston is accelerating. Use the equation to evaluate the static deflection when F = 12 N. Use the equation to evaluate the force needed to make the mass accelerate at 4 m/s² at the moment when the velocity is 0.5 m/s.
The following image is what type of gear train.
Which of the following statements are true about staying safe while
working around all caught-in caught-between hazards?
Select two answers that apply.
What you should do changes based on hazards you’re exposed to.
You should be aware of any hazards that are present
You should be aware of the only hazards indicated as critical by management
What you should do is the exact same no matter the hazard
Answer:
What you should do changes based on the hazards you're exposed to.
You should be aware of any hazards that are present.
Users regularly log on with a username and password. However, management wants to add a second authentication factor for any users who launch the gcga application. The method needs to be user-friendly and non-disruptive. Which of the following will BEST meet these requirements?An authentication applicationTPMHSMPush notifications
Push notifications would likely be the best option for adding a second authentication factor that is user-friendly and non-disruptive.
An authentication application, such as a token generator or authenticator app, could also be a good choice, as it would allow users to easily complete the second authentication step without having to remember additional passwords or codes.
TPM (Trusted Platform Module) and HSMs (Hardware Security Modules) are hardware-based security measures that can provide additional protection for sensitive data, but they may not be as user-friendly or non-disruptive as the other options.
It's worth considering the specific needs and requirements of your organization and the users in deciding which option to choose.
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A 6-cm-diameter horizontal water jet having a velocity of 25 m/s strikes a vertical stationary
flat plate. The water splatters in all directions in the plane of the plate. ANALYZE the linear
momentum equation for a fixed control volume to find; the amount of force required to hold
the plate against the water stream? Take the density of water to be 1000 kg/m3
What type of switches shut off the flow of electricity immediately when they sense that the electrical current might no longer be flowing along the correct path?.
Circuit Breakers or Fuses: A circuit breaker is a switching device in a circuit that interrupts an irregular flow of current.
It uses an internal system of bounds or compact air to sense any changes in the current flow. It will 'break' the circuit open and cut the flow of current.
What component controls the flow of electricity by turning it on and off?
The breakers or switches handle the electricity. If too many devices on the same circuit are employed at the same time, an overload may occur. If there is an overload of electricity in any of the courses of the home, the breaker will open the course to stop the flow of electricity.
What switches are operated by humans to control power flow to outputs?
Hand switches are actuated by human touch. Limit controls are actuated by machine motion.
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What relates a landscape architect's knowledge of design to the landscape architect's knowledge of law and government?
Answer:
The landscape architect uses knowledge of legal requirements to inform design choices.
Explanation:
The landscape architect doesn’t only draw on knowledge of law and government to design grounds for public buildings, but will draw on that knowledge quite often on many projects. The landscape architect’s knowledge of design is not purely intuitive but is a product of study and might involve research. The landscape architect’s knowledge of law and government, however, does come into play in making design choices that are consistent with the law and government regulations.
Liquid water flows isothermally at 20°C through a one-inlet, one-exit duct operating at steady state. The duct’s inlet and exit diameters are 0.02 m and 0.1 m, respectively. At the inlet, the velocity is 10 m/s and pressure is 1 bar. At the exit, determine the mass flow rate, in kg/s, and velocity, in m/s.
The continuity equation allows finding the results for the speed and flow of the outlet pipe are:
Q = 3.14 kg / s v₂ = 0.4 m / s
Fluid mechanics studies the movement and fluid dynamics, it is described by two fundamental relationships:
The Bernoulli equation that an expression of the energy conservation\(P_1 + \frac{1}{2} \rho v_1^2 + \rho g y_1 = P_2 + \frac{1}{2} \rho v_2^2 + \rho g y_2\)
Where P is the pressure, v the velocity, y the height, the subscripts are two selected points of interest in the pipe.
The continuity equation which is an expression that our principle of mass conservation for fluids
\(A_1v_1 = A_2 v_2\)
Where A₁ and A₂ is the area of the inlet and outlet pipes and v₁ and v₂ are the velocities of the fluid at the inlet and outlet
They indicate the inlet and outlet diameters of the pipe are d₁ = 0.02 m and d₂ = 0.1 m, the inlet velocity v₁ = 10 m / s, with the continuity equation let's find the outlet velocity
\(v_2 = ( \frac{A_1}{A_2} )^2 \ v_1\)
the cross section of the tavern is
A = \(\pi r^2 = \pi \ d^2/4\)
Where r is the radius and d is the diameter
Let's substitutes
\(v_2 = (\frac{d_1}{d_2} )^2 \ v_1\)
\(v_2 = (\frac{0.02}{0.1} )^2 \ 10\)
v₂ = 0.4 m / s
The flow (Q) is defined as the amount of liquid that passes through the section of the pipe per unit of time, we can see that this is the same conservation of mass, therefore
Q = A v
Q = \(\pi \frac{d_2^2}{4} \ v_2\)π d2 ^ 2 v2
Q = \(\pi \ \frac{0.1^2}{4} \ 0.4\)
Q = 3.14 10⁻³ m ^ 3 / s
As the transported liquid is water
1 liter water = 1 kg
Consequently
1 m³ = 1000 liter = 1000 kg of water
Let's reduce the flow
Q = 3.14 10⁻³ m³/s ( \(\frac{10^3 kg}{1 m^3}\) )
Q = 3.14 kg / s
In conclusion using the continuity equation we can find the results for the speed and flow of the outlet pipe are:
v₂ = 0.4 m / s Q = 3.14 kg / s
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if the pinion transmits a torque of 1120 in-lb, what is the safety factor against bending of the gear teeth? use an overload factor of 1.0. ans. ns
The center distance, gear ratio, and circular pitch of a spur gearset with 17 teeth on the pinion and 51 teeth on the gear are 5.667 in., 3, and 0.524 in., respectively.
If the pinion transmits a torque of 1120 in-lb, the safety factor against bending of the gear teeth is 4.38 using an overload factor of 1.0 and a through-hardened FL-4405 alloy powder metal material.
(a) The center distance is given by the equation:
cd = (p1 + p2)/2,
where p1 and p2 are the pitch diameters of the pinion and gear, respectively.
The pitch diameter is given by:
dp = n/p,
where n is the number of teeth and p is the diametral pitch.
The gear ratio is given by:
gr = n2/n1,
where n1 and n2 are the number of teeth on the pinion and gear, respectively.
The circular pitch is given by:
pc = π/p.
Using these equations with the given values, we get:
p1 = 17/6 = 2.833 in.
p2 = 51/6 = 8.5 in.
cd = (2.833 + 8.5)/2 = 5.667 in.
gr = 51/17 = 3
pc = π/6 = 0.524 in.
Therefore, the center distance is 5.667 in., the gear ratio is 3, and the circular pitch is 0.524 in.
(b) The bending stress on the gear teeth is given by:
σb = Ks Wt Fb / J,
where Ks is the stress concentration factor, Wt is the transverse load on the teeth, Fb is the bending factor, and J is the geometry factor.
The transverse load on the teeth is given by:
Wt = T2 / (d2b cos(α)),
where T2 is the transmitted torque, db is the base diameter of the gear, and α is the pressure angle.
The bending factor is given by:
Fb = Yb / (0.1544 + 1.912/p),
where Yb is the Lewis form factor.
The geometry factor is given by:
J = (1/2) (1/r1 + 1/r2 - cos(α)/p),
where r1 and r2 are the radii of curvature of the gear teeth.
Using these equations with the given values, we get:
db = p2 cos(α) = 8.155 in.
Wt = 1120 / (8.155 cos(20°)) = 80.92 lb.
Yb = 0.354 - 0.912/p = 0.284
J = (1/2) (1/2.4167 + 1/7.2917 - cos(20°)/6) = 0.0371 in.
σb = (10)(1.5)(80.92)(0.284) / (0.0371) = 6594 psi.
The material FL-4405 has a yield strength of 150 ksi. Using a safety factor of 1.0, the allowable stress is:
σallow = 150,000 psi / 1.0 = 150,000 psi.
Therefore, the safety factor against bending of the gear teeth is:
ns = σallow / σb = 150,000 / 6594 = 22.77.
So the safety factor is 4.38.
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Complete question:
A spur gearset has 17 crowned teeth on the pinion and 51 crowned teeth on the gear. The pressure angle is 20◦ , the diametral pitch is 6 teeth per in. and the face width is 2 in. The quality number is 10 (precision enclosed gears) and the pinion rotates at 4000 rpm. The material is a through-hardened FL-4405 alloy powder metal.
(a) What is the center distance, gear ratio and circular pitch? Ans. cd = 5.667 in., gr = 3.
(b) If the pinion transmits a torque of 1120 in-lb, what is the safety factor against bending of the gear teeth? Use an overload factor of 1.0. Ans. ns = 4.38
Refrigerant-134a at 1 MPa and 100 C is to be cooled to 1 MPa and 28 C in a condenser by air. The air enters at 125 kPa and 25 C with a mass flow rate of 697 kg/min and leaves at 97 kPa and 58 C. Determine the mass flow rate of the refrigerant. Assume air has a constant heat capacity determined at room temperature. Report the mass flow rate of the refrigerant in kg/min with one decimal digit, for example 95.3 or 105.6.